Overview

Brought to you by YData

Dataset statistics

Number of variables	34
Number of observations	41.176
Missing cells	80.837
Missing cells (%)	5.8%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	32.6 MiB
Average record size in memory	829.1 B

Variable types

Numeric	14
Categorical	18
Unsupported	1
Boolean	1

Alerts

`age` is highly overall correlated with `age_group`	High correlation
`age_group` is highly overall correlated with `age`	High correlation
`campaign` is highly overall correlated with `coste`	High correlation
`cons.conf.idx` is highly overall correlated with `month` and 1 other fields	High correlation
`cons.price.idx` is highly overall correlated with `contact` and 4 other fields	High correlation
`contact` is highly overall correlated with `cons.price.idx` and 6 other fields	High correlation
`contestada` is highly overall correlated with `pdays`	High correlation
`coste` is highly overall correlated with `campaign`	High correlation
`decile_score` is highly overall correlated with `cons.price.idx` and 5 other fields	High correlation
`emp.var.rate` is highly overall correlated with `cons.price.idx` and 6 other fields	High correlation
`euribor3m` is highly overall correlated with `emp.var.rate` and 4 other fields	High correlation
`housing` is highly overall correlated with `loan`	High correlation
`ingreso` is highly overall correlated with `roi` and 3 other fields	High correlation
`llamar_econ` is highly overall correlated with `pdays`	High correlation
`loan` is highly overall correlated with `housing`	High correlation
`month` is highly overall correlated with `cons.conf.idx` and 7 other fields	High correlation
`month_num` is highly overall correlated with `contact` and 3 other fields	High correlation
`nr.employed` is highly overall correlated with `contact` and 6 other fields	High correlation
`pdays` is highly overall correlated with `contestada` and 3 other fields	High correlation
`poutcome` is highly overall correlated with `previous`	High correlation
`previous` is highly overall correlated with `poutcome`	High correlation
`roi` is highly overall correlated with `ingreso` and 3 other fields	High correlation
`score_oof` is highly overall correlated with `contact` and 7 other fields	High correlation
`segmento_oof` is highly overall correlated with `cons.conf.idx` and 10 other fields	High correlation
`y` is highly overall correlated with `ingreso` and 3 other fields	High correlation
`y_num` is highly overall correlated with `ingreso` and 3 other fields	High correlation
`y_texto` is highly overall correlated with `ingreso` and 3 other fields	High correlation
`default` is highly imbalanced (53.3%)	Imbalance
`loan` is highly imbalanced (51.3%)	Imbalance
`poutcome` is highly imbalanced (56.8%)	Imbalance
`llamar_econ` is highly imbalanced (92.8%)	Imbalance
`contestada` is highly imbalanced (99.9%)	Imbalance
`pdays` has 39661 (96.3%) missing values	Missing
`y_numeric` has 41176 (100.0%) missing values	Missing
`decile_score` is uniformly distributed	Uniform
`y_numeric` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`previous` has 35551 (86.3%) zeros	Zeros

Reproduction

Analysis started	2025-09-02 13:58:46.342195
Analysis finished	2025-09-02 13:59:09.101082
Duration	22.76 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

age
Real number (ℝ)

High correlation

Distinct	78
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40.0238

Minimum	17
Maximum	98
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	17
5-th percentile	26
Q1	32
median	38
Q3	47
95-th percentile	58
Maximum	98
Range	81
Interquartile range (IQR)	15

Descriptive statistics

Standard deviation	10.42068
Coefficient of variation (CV)	0.26036208
Kurtosis	0.79111332
Mean	40.0238
Median Absolute Deviation (MAD)	7
Skewness	0.78456026
Sum	1648020
Variance	108.59057
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31	1947	4.7%
32	1845	4.5%
33	1833	4.5%
36	1779	4.3%
35	1758	4.3%
34	1745	4.2%
30	1714	4.2%
37	1475	3.6%
29	1453	3.5%
39	1430	3.5%
Other values (68)	24197	58.8%

Value	Count	Frequency (%)
17	5	< 0.1%
18	28	0.1%
19	42	0.1%
20	65	0.2%
21	102	0.2%
22	137	0.3%
23	226	0.5%
24	462	1.1%
25	598	1.5%
26	698	1.7%

Value	Count	Frequency (%)
98	2	< 0.1%
95	1	< 0.1%
94	1	< 0.1%
92	4	< 0.1%
91	2	< 0.1%
89	2	< 0.1%
88	22	0.1%
87	1	< 0.1%
86	8	< 0.1%
85	15	< 0.1%

job
Categorical

Distinct	12
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

admin.	10419
blue-collar	9253
technician	6739
services	3967
management	2924
Other values (7)	7874

Length

Max length	13
Median length	12
Mean length	8.9554352
Min length	6

Characters and Unicode

Total characters	368.749
Distinct characters	24
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	housemaid
2nd row	services
3rd row	services
4th row	admin.
5th row	services

Common Values

Value	Count	Frequency (%)
admin.	10419	25.3%
blue-collar	9253	22.5%
technician	6739	16.4%
services	3967	9.6%
management	2924	7.1%
retired	1718	4.2%
entrepreneur	1456	3.5%
self-employed	1421	3.5%
housemaid	1060	2.6%
unemployed	1014	2.5%
Other values (2)	1205	2.9%

Length

Histogram of lengths of the category

Value	Count	Frequency (%)
admin	10419	25.3%
blue-collar	9253	22.5%
technician	6739	16.4%
services	3967	9.6%
management	2924	7.1%
retired	1718	4.2%
entrepreneur	1456	3.5%
self-employed	1421	3.5%
housemaid	1060	2.6%
unemployed	1014	2.5%
Other values (2)	1205	2.9%

Most occurring characters

Value	Count	Frequency (%)
e	47260	12.8%
n	35536	9.6%
a	33319	9.0%
l	31615	8.6%
i	30642	8.3%
c	26698	7.2%
r	21024	5.7%
m	19762	5.4%
d	16507	4.5%
t	14587	4.0%
Other values (14)	91799	24.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	368749	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	47260	12.8%
n	35536	9.6%
a	33319	9.0%
l	31615	8.6%
i	30642	8.3%
c	26698	7.2%
r	21024	5.7%
m	19762	5.4%
d	16507	4.5%
t	14587	4.0%
Other values (14)	91799	24.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	368749	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	47260	12.8%
n	35536	9.6%
a	33319	9.0%
l	31615	8.6%
i	30642	8.3%
c	26698	7.2%
r	21024	5.7%
m	19762	5.4%
d	16507	4.5%
t	14587	4.0%
Other values (14)	91799	24.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	368749	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	47260	12.8%
n	35536	9.6%
a	33319	9.0%
l	31615	8.6%
i	30642	8.3%
c	26698	7.2%
r	21024	5.7%
m	19762	5.4%
d	16507	4.5%
t	14587	4.0%
Other values (14)	91799	24.9%

marital
Categorical

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.8 MiB

married	24921
single	11564
divorced	4611
unknown	80

Length

Max length	8
Median length	7
Mean length	6.8311395
Min length	6

Characters and Unicode

Total characters	281.279
Distinct characters	16
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	married
2nd row	married
3rd row	married
4th row	married
5th row	married

Common Values

Value	Count	Frequency (%)
married	24921	60.5%
single	11564	28.1%
divorced	4611	11.2%
unknown	80	0.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
married	24921	60.5%
single	11564	28.1%
divorced	4611	11.2%
unknown	80	0.2%

Most occurring characters

Value	Count	Frequency (%)
r	54453	19.4%
i	41096	14.6%
e	41096	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11804	4.2%
s	11564	4.1%
g	11564	4.1%
l	11564	4.1%
Other values (6)	14153	5.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	281279	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
r	54453	19.4%
i	41096	14.6%
e	41096	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11804	4.2%
s	11564	4.1%
g	11564	4.1%
l	11564	4.1%
Other values (6)	14153	5.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	281279	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
r	54453	19.4%
i	41096	14.6%
e	41096	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11804	4.2%
s	11564	4.1%
g	11564	4.1%
l	11564	4.1%
Other values (6)	14153	5.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	281279	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
r	54453	19.4%
i	41096	14.6%
e	41096	14.6%
d	34143	12.1%
m	24921	8.9%
a	24921	8.9%
n	11804	4.2%
s	11564	4.1%
g	11564	4.1%
l	11564	4.1%
Other values (6)	14153	5.0%

education
Categorical

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.1 MiB

university.degree	12164
high.school	9512
basic.9y	6045
professional.course	5240
basic.4y	4176
Other values (3)	4039

Length

Max length	19
Median length	17
Mean length	12.710462
Min length	7

Characters and Unicode

Total characters	523.366
Distinct characters	25
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	basic.4y
2nd row	high.school
3rd row	high.school
4th row	basic.6y
5th row	high.school

Common Values

Value	Count	Frequency (%)
university.degree	12164	29.5%
high.school	9512	23.1%
basic.9y	6045	14.7%
professional.course	5240	12.7%
basic.4y	4176	10.1%
basic.6y	2291	5.6%
unknown	1730	4.2%
illiterate	18	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
university.degree	12164	29.5%
high.school	9512	23.1%
basic.9y	6045	14.7%
professional.course	5240	12.7%
basic.4y	4176	10.1%
basic.6y	2291	5.6%
unknown	1730	4.2%
illiterate	18	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
e	59172	11.3%
i	51628	9.9%
s	49908	9.5%
.	39428	7.5%
o	36474	7.0%
r	34826	6.7%
h	28536	5.5%
c	27264	5.2%
y	24676	4.7%
n	22594	4.3%
Other values (15)	148860	28.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	523366	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	59172	11.3%
i	51628	9.9%
s	49908	9.5%
.	39428	7.5%
o	36474	7.0%
r	34826	6.7%
h	28536	5.5%
c	27264	5.2%
y	24676	4.7%
n	22594	4.3%
Other values (15)	148860	28.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	523366	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	59172	11.3%
i	51628	9.9%
s	49908	9.5%
.	39428	7.5%
o	36474	7.0%
r	34826	6.7%
h	28536	5.5%
c	27264	5.2%
y	24676	4.7%
n	22594	4.3%
Other values (15)	148860	28.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	523366	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	59172	11.3%
i	51628	9.9%
s	49908	9.5%
.	39428	7.5%
o	36474	7.0%
r	34826	6.7%
h	28536	5.5%
c	27264	5.2%
y	24676	4.7%
n	22594	4.3%
Other values (15)	148860	28.4%

default
Categorical

Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.7 MiB

no	32577
unknown	8596
yes	3

Length

Max length	7
Median length	2
Mean length	3.0438848
Min length	2

Characters and Unicode

Total characters	125.335
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	unknown
3rd row	no
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
no	32577	79.1%
unknown	8596	20.9%
yes	3	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	32577	79.1%
unknown	8596	20.9%
yes	3	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
n	58365	46.6%
o	41173	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	125335	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	58365	46.6%
o	41173	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	125335	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	58365	46.6%
o	41173	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	125335	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	58365	46.6%
o	41173	32.9%
u	8596	6.9%
k	8596	6.9%
w	8596	6.9%
y	3	< 0.1%
e	3	< 0.1%
s	3	< 0.1%

housing
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.7 MiB

yes	21571
no	18615
unknown	990

Length

Max length	7
Median length	3
Mean length	2.6440888
Min length	2

Characters and Unicode

Total characters	108.873
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	yes
4th row	no
5th row	no

Common Values

Value	Count	Frequency (%)
yes	21571	52.4%
no	18615	45.2%
unknown	990	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
yes	21571	52.4%
no	18615	45.2%
unknown	990	2.4%

Most occurring characters

Value	Count	Frequency (%)
n	21585	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19605	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	108873	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	21585	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19605	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	108873	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	21585	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19605	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	108873	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	21585	19.8%
y	21571	19.8%
e	21571	19.8%
s	21571	19.8%
o	19605	18.0%
u	990	0.9%
k	990	0.9%
w	990	0.9%

loan
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

no	33938
yes	6248
unknown	990

Length

Max length	7
Median length	2
Mean length	2.2719545
Min length	2

Characters and Unicode

Total characters	93.550
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	no
2nd row	no
3rd row	no
4th row	no
5th row	yes

Common Values

Value	Count	Frequency (%)
no	33938	82.4%
yes	6248	15.2%
unknown	990	2.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
no	33938	82.4%
yes	6248	15.2%
unknown	990	2.4%

Most occurring characters

Value	Count	Frequency (%)
n	36908	39.5%
o	34928	37.3%
y	6248	6.7%
e	6248	6.7%
s	6248	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	93550	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	36908	39.5%
o	34928	37.3%
y	6248	6.7%
e	6248	6.7%
s	6248	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	93550	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	36908	39.5%
o	34928	37.3%
y	6248	6.7%
e	6248	6.7%
s	6248	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	93550	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	36908	39.5%
o	34928	37.3%
y	6248	6.7%
e	6248	6.7%
s	6248	6.7%
u	990	1.1%
k	990	1.1%
w	990	1.1%

contact
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.9 MiB

cellular	26135
telephone	15041

Length

Max length	9
Median length	8
Mean length	8.3652856
Min length	8

Characters and Unicode

Total characters	344.449
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	telephone
2nd row	telephone
3rd row	telephone
4th row	telephone
5th row	telephone

Common Values

Value	Count	Frequency (%)
cellular	26135	63.5%
telephone	15041	36.5%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
cellular	26135	63.5%
telephone	15041	36.5%

Most occurring characters

Value	Count	Frequency (%)
l	93446	27.1%
e	71258	20.7%
c	26135	7.6%
u	26135	7.6%
a	26135	7.6%
r	26135	7.6%
t	15041	4.4%
p	15041	4.4%
h	15041	4.4%
o	15041	4.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	344449	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	93446	27.1%
e	71258	20.7%
c	26135	7.6%
u	26135	7.6%
a	26135	7.6%
r	26135	7.6%
t	15041	4.4%
p	15041	4.4%
h	15041	4.4%
o	15041	4.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	344449	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	93446	27.1%
e	71258	20.7%
c	26135	7.6%
u	26135	7.6%
a	26135	7.6%
r	26135	7.6%
t	15041	4.4%
p	15041	4.4%
h	15041	4.4%
o	15041	4.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	344449	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	93446	27.1%
e	71258	20.7%
c	26135	7.6%
u	26135	7.6%
a	26135	7.6%
r	26135	7.6%
t	15041	4.4%
p	15041	4.4%
h	15041	4.4%
o	15041	4.4%

month
Categorical

High correlation

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

may	13767
jul	7169
aug	6176
jun	5318
nov	4100
Other values (5)	4646

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	123.528
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	may
2nd row	may
3rd row	may
4th row	may
5th row	may

Common Values

Value	Count	Frequency (%)
may	13767	33.4%
jul	7169	17.4%
aug	6176	15.0%
jun	5318	12.9%
nov	4100	10.0%
apr	2631	6.4%
oct	717	1.7%
sep	570	1.4%
mar	546	1.3%
dec	182	0.4%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
may	13767	33.4%
jul	7169	17.4%
aug	6176	15.0%
jun	5318	12.9%
nov	4100	10.0%
apr	2631	6.4%
oct	717	1.7%
sep	570	1.4%
mar	546	1.3%
dec	182	0.4%

Most occurring characters

Value	Count	Frequency (%)
a	23120	18.7%
u	18663	15.1%
m	14313	11.6%
y	13767	11.1%
j	12487	10.1%
n	9418	7.6%
l	7169	5.8%
g	6176	5.0%
o	4817	3.9%
v	4100	3.3%
Other values (7)	9498	7.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	123528	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	23120	18.7%
u	18663	15.1%
m	14313	11.6%
y	13767	11.1%
j	12487	10.1%
n	9418	7.6%
l	7169	5.8%
g	6176	5.0%
o	4817	3.9%
v	4100	3.3%
Other values (7)	9498	7.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	123528	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	23120	18.7%
u	18663	15.1%
m	14313	11.6%
y	13767	11.1%
j	12487	10.1%
n	9418	7.6%
l	7169	5.8%
g	6176	5.0%
o	4817	3.9%
v	4100	3.3%
Other values (7)	9498	7.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	123528	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	23120	18.7%
u	18663	15.1%
m	14313	11.6%
y	13767	11.1%
j	12487	10.1%
n	9418	7.6%
l	7169	5.8%
g	6176	5.0%
o	4817	3.9%
v	4100	3.3%
Other values (7)	9498	7.7%

day_of_week
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.7 MiB

thu	8618
mon	8512
wed	8134
tue	8086
fri	7826

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	123.528
Distinct characters	12
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	mon
2nd row	mon
3rd row	mon
4th row	mon
5th row	mon

Common Values

Value	Count	Frequency (%)
thu	8618	20.9%
mon	8512	20.7%
wed	8134	19.8%
tue	8086	19.6%
fri	7826	19.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
thu	8618	20.9%
mon	8512	20.7%
wed	8134	19.8%
tue	8086	19.6%
fri	7826	19.0%

Most occurring characters

Value	Count	Frequency (%)
t	16704	13.5%
u	16704	13.5%
e	16220	13.1%
h	8618	7.0%
m	8512	6.9%
o	8512	6.9%
n	8512	6.9%
w	8134	6.6%
d	8134	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	123528	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
t	16704	13.5%
u	16704	13.5%
e	16220	13.1%
h	8618	7.0%
m	8512	6.9%
o	8512	6.9%
n	8512	6.9%
w	8134	6.6%
d	8134	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	123528	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
t	16704	13.5%
u	16704	13.5%
e	16220	13.1%
h	8618	7.0%
m	8512	6.9%
o	8512	6.9%
n	8512	6.9%
w	8134	6.6%
d	8134	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	123528	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
t	16704	13.5%
u	16704	13.5%
e	16220	13.1%
h	8618	7.0%
m	8512	6.9%
o	8512	6.9%
n	8512	6.9%
w	8134	6.6%
d	8134	6.6%
f	7826	6.3%
Other values (2)	15652	12.7%

duration
Real number (ℝ)

Distinct	1544
Distinct (%)	3.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	258.31582

Minimum	0
Maximum	4918
Zeros	4
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	36
Q1	102
median	180
Q3	319
95-th percentile	753
Maximum	4918
Range	4918
Interquartile range (IQR)	217

Descriptive statistics

Standard deviation	259.30532
Coefficient of variation (CV)	1.0038306
Kurtosis	20.243771
Mean	258.31582
Median Absolute Deviation (MAD)	94
Skewness	3.2628075
Sum	10636412
Variance	67239.249
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	170	0.4%
90	170	0.4%
136	168	0.4%
73	167	0.4%
124	163	0.4%
87	162	0.4%
104	161	0.4%
72	161	0.4%
111	160	0.4%
106	159	0.4%
Other values (1534)	39535	96.0%

Value	Count	Frequency (%)
0	4	< 0.1%
1	3	< 0.1%
2	1	< 0.1%
3	3	< 0.1%
4	12	< 0.1%
5	30	0.1%
6	37	0.1%
7	54	0.1%
8	69	0.2%
9	77	0.2%

Value	Count	Frequency (%)
4918	1	< 0.1%
4199	1	< 0.1%
3785	1	< 0.1%
3643	1	< 0.1%
3631	1	< 0.1%
3509	1	< 0.1%
3422	1	< 0.1%
3366	1	< 0.1%
3322	1	< 0.1%
3284	1	< 0.1%

campaign
Real number (ℝ)

High correlation

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.5678793

Minimum	1
Maximum	56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	2
Q3	3
95-th percentile	7
Maximum	56
Range	55
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	2.7703183
Coefficient of variation (CV)	1.0788351
Kurtosis	36.971857
Mean	2.5678793
Median Absolute Deviation (MAD)	1
Skewness	4.7620441
Sum	105735
Variance	7.6746637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
1	17634	42.8%
2	10568	25.7%
3	5340	13.0%
4	2650	6.4%
5	1599	3.9%
6	979	2.4%
7	629	1.5%
8	400	1.0%
9	283	0.7%
10	225	0.5%
Other values (32)	869	2.1%

Value	Count	Frequency (%)
1	17634	42.8%
2	10568	25.7%
3	5340	13.0%
4	2650	6.4%
5	1599	3.9%
6	979	2.4%
7	629	1.5%
8	400	1.0%
9	283	0.7%
10	225	0.5%

Value	Count	Frequency (%)
56	1	< 0.1%
43	2	< 0.1%
42	2	< 0.1%
41	1	< 0.1%
40	2	< 0.1%
39	1	< 0.1%
37	1	< 0.1%
35	5	< 0.1%
34	3	< 0.1%
33	4	< 0.1%

pdays
Real number (ℝ)

High correlation Missing

Distinct	26
Distinct (%)	1.7%
Missing	39661
Missing (%)	96.3%
Infinite	0
Infinite (%)	0.0%
Mean	6.0145215

Minimum	0
Maximum	27
Zeros	15
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	2
Q1	3
median	6
Q3	7
95-th percentile	14
Maximum	27
Range	27
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	3.8249063
Coefficient of variation (CV)	0.63594523
Kurtosis	2.5645621
Mean	6.0145215
Median Absolute Deviation (MAD)	3
Skewness	1.4585638
Sum	9112
Variance	14.629908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
3	439	1.1%
6	412	1.0%
4	118	0.3%
9	64	0.2%
2	61	0.1%
7	60	0.1%
12	58	0.1%
10	52	0.1%
5	46	0.1%
13	36	0.1%
Other values (16)	169	0.4%
(Missing)	39661	96.3%

Value	Count	Frequency (%)
0	15	< 0.1%
1	26	0.1%
2	61	0.1%
3	439	1.1%
4	118	0.3%
5	46	0.1%
6	412	1.0%
7	60	0.1%
8	18	< 0.1%
9	64	0.2%

Value	Count	Frequency (%)
27	1	< 0.1%
26	1	< 0.1%
25	1	< 0.1%
22	3	< 0.1%
21	2	< 0.1%
20	1	< 0.1%
19	3	< 0.1%
18	7	< 0.1%
17	8	< 0.1%
16	11	< 0.1%

previous
Real number (ℝ)

High correlation Zeros

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.17301341

Minimum	0
Maximum	7
Zeros	35551
Zeros (%)	86.3%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	7
Range	7
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.49496438
Coefficient of variation (CV)	2.8608441
Kurtosis	20.102164
Mean	0.17301341
Median Absolute Deviation (MAD)	0
Skewness	3.8313955
Sum	7124
Variance	0.24498974
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
0	35551	86.3%
1	4561	11.1%
2	754	1.8%
3	216	0.5%
4	70	0.2%
5	18	< 0.1%
6	5	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
0	35551	86.3%
1	4561	11.1%
2	754	1.8%
3	216	0.5%
4	70	0.2%
5	18	< 0.1%
6	5	< 0.1%
7	1	< 0.1%

Value	Count	Frequency (%)
7	1	< 0.1%
6	5	< 0.1%
5	18	< 0.1%
4	70	0.2%
3	216	0.5%
2	754	1.8%
1	4561	11.1%
0	35551	86.3%

poutcome
Categorical

High correlation Imbalance

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	4.0 MiB

nonexistent	35551
failure	4252
success	1373

Length

Max length	11
Median length	11
Mean length	10.453565
Min length	7

Characters and Unicode

Total characters	430.436
Distinct characters	13
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	nonexistent
2nd row	nonexistent
3rd row	nonexistent
4th row	nonexistent
5th row	nonexistent

Common Values

Value	Count	Frequency (%)
nonexistent	35551	86.3%
failure	4252	10.3%
success	1373	3.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
nonexistent	35551	86.3%
failure	4252	10.3%
success	1373	3.3%

Most occurring characters

Value	Count	Frequency (%)
n	106653	24.8%
e	76727	17.8%
t	71102	16.5%
i	39803	9.2%
s	39670	9.2%
x	35551	8.3%
o	35551	8.3%
u	5625	1.3%
f	4252	1.0%
a	4252	1.0%
Other values (3)	11250	2.6%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	430436	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	106653	24.8%
e	76727	17.8%
t	71102	16.5%
i	39803	9.2%
s	39670	9.2%
x	35551	8.3%
o	35551	8.3%
u	5625	1.3%
f	4252	1.0%
a	4252	1.0%
Other values (3)	11250	2.6%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	430436	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	106653	24.8%
e	76727	17.8%
t	71102	16.5%
i	39803	9.2%
s	39670	9.2%
x	35551	8.3%
o	35551	8.3%
u	5625	1.3%
f	4252	1.0%
a	4252	1.0%
Other values (3)	11250	2.6%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	430436	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	106653	24.8%
e	76727	17.8%
t	71102	16.5%
i	39803	9.2%
s	39670	9.2%
x	35551	8.3%
o	35551	8.3%
u	5625	1.3%
f	4252	1.0%
a	4252	1.0%
Other values (3)	11250	2.6%

emp.var.rate
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.081921508

Minimum	-3.4
Maximum	1.4
Zeros	0
Zeros (%)	0.0%
Negative	17186
Negative (%)	41.7%
Memory size	1.6 MiB

Quantile statistics

Minimum	-3.4
5-th percentile	-2.9
Q1	-1.8
median	1.1
Q3	1.4
95-th percentile	1.4
Maximum	1.4
Range	4.8
Interquartile range (IQR)	3.2

Descriptive statistics

Standard deviation	1.5708826
Coefficient of variation (CV)	19.17546
Kurtosis	-1.062698
Mean	0.081921508
Median Absolute Deviation (MAD)	0.3
Skewness	-0.72406059
Sum	3373.2
Variance	2.4676722
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1.4	16228	39.4%
-1.8	9182	22.3%
1.1	7762	18.9%
-0.1	3682	8.9%
-2.9	1662	4.0%
-3.4	1070	2.6%
-1.7	773	1.9%
-1.1	635	1.5%
-3	172	0.4%
-0.2	10	< 0.1%

Value	Count	Frequency (%)
-3.4	1070	2.6%
-3	172	0.4%
-2.9	1662	4.0%
-1.8	9182	22.3%
-1.7	773	1.9%
-1.1	635	1.5%
-0.2	10	< 0.1%
-0.1	3682	8.9%
1.1	7762	18.9%
1.4	16228	39.4%

Value	Count	Frequency (%)
1.4	16228	39.4%
1.1	7762	18.9%
-0.1	3682	8.9%
-0.2	10	< 0.1%
-1.1	635	1.5%
-1.7	773	1.9%
-1.8	9182	22.3%
-2.9	1662	4.0%
-3	172	0.4%
-3.4	1070	2.6%

cons.price.idx
Real number (ℝ)

High correlation

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.57572

Minimum	92.201
Maximum	94.767
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	92.201
5-th percentile	92.713
Q1	93.075
median	93.749
Q3	93.994
95-th percentile	94.465
Maximum	94.767
Range	2.566
Interquartile range (IQR)	0.919

Descriptive statistics

Standard deviation	0.57883899
Coefficient of variation (CV)	0.0061857818
Kurtosis	-0.82985107
Mean	93.57572
Median Absolute Deviation (MAD)	0.38
Skewness	-0.23085291
Sum	3853073.8
Variance	0.33505457
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
93.994	7762	18.9%
93.918	6681	16.2%
92.893	5793	14.1%
93.444	5173	12.6%
94.465	4374	10.6%
93.2	3615	8.8%
93.075	2457	6.0%
92.201	770	1.9%
92.963	715	1.7%
92.431	446	1.1%
Other values (16)	3390	8.2%

Value	Count	Frequency (%)
92.201	770	1.9%
92.379	267	0.6%
92.431	446	1.1%
92.469	177	0.4%
92.649	357	0.9%
92.713	172	0.4%
92.756	10	< 0.1%
92.843	282	0.7%
92.893	5793	14.1%
92.963	715	1.7%

Value	Count	Frequency (%)
94.767	128	0.3%
94.601	204	0.5%
94.465	4374	10.6%
94.215	311	0.8%
94.199	303	0.7%
94.055	229	0.6%
94.027	233	0.6%
93.994	7762	18.9%
93.918	6681	16.2%
93.876	212	0.5%

cons.conf.idx
Real number (ℝ)

High correlation

Distinct	26
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-40.502863

Minimum	-50.8
Maximum	-26.9
Zeros	0
Zeros (%)	0.0%
Negative	41176
Negative (%)	100.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	-50.8
5-th percentile	-47.1
Q1	-42.7
median	-41.8
Q3	-36.4
95-th percentile	-33.6
Maximum	-26.9
Range	23.9
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	4.62786
Coefficient of variation (CV)	-0.11426007
Kurtosis	-0.35909705
Mean	-40.502863
Median Absolute Deviation (MAD)	4.4
Skewness	0.302876
Sum	-1667745.9
Variance	21.417088
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=26)

Value	Count	Frequency (%)
-36.4	7762	18.9%
-42.7	6681	16.2%
-46.2	5793	14.1%
-36.1	5173	12.6%
-41.8	4374	10.6%
-42	3615	8.8%
-47.1	2457	6.0%
-31.4	770	1.9%
-40.8	715	1.7%
-26.9	446	1.1%
Other values (16)	3390	8.2%

Value	Count	Frequency (%)
-50.8	128	0.3%
-50	282	0.7%
-49.5	204	0.5%
-47.1	2457	6.0%
-46.2	5793	14.1%
-45.9	10	< 0.1%
-42.7	6681	16.2%
-42	3615	8.8%
-41.8	4374	10.6%
-40.8	715	1.7%

Value	Count	Frequency (%)
-26.9	446	1.1%
-29.8	267	0.6%
-30.1	357	0.9%
-31.4	770	1.9%
-33	172	0.4%
-33.6	177	0.4%
-34.6	174	0.4%
-34.8	264	0.6%
-36.1	5173	12.6%
-36.4	7762	18.9%

euribor3m
Real number (ℝ)

High correlation

Distinct	316
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.6212934

Minimum	0.634
Maximum	5.045
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0.634
5-th percentile	0.797
Q1	1.344
median	4.857
Q3	4.961
95-th percentile	4.966
Maximum	5.045
Range	4.411
Interquartile range (IQR)	3.617

Descriptive statistics

Standard deviation	1.734437
Coefficient of variation (CV)	0.47895511
Kurtosis	-1.4067913
Mean	3.6212934
Median Absolute Deviation (MAD)	0.108
Skewness	-0.70919421
Sum	149110.38
Variance	3.0082717
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4.857	2868	7.0%
4.962	2611	6.3%
4.963	2487	6.0%
4.961	1902	4.6%
4.856	1210	2.9%
4.964	1175	2.9%
1.405	1169	2.8%
4.965	1070	2.6%
4.864	1044	2.5%
4.96	1013	2.5%
Other values (306)	24627	59.8%

Value	Count	Frequency (%)
0.634	8	< 0.1%
0.635	43	0.1%
0.636	14	< 0.1%
0.637	6	< 0.1%
0.638	7	< 0.1%
0.639	16	< 0.1%
0.64	10	< 0.1%
0.642	35	0.1%
0.643	23	0.1%
0.644	38	0.1%

Value	Count	Frequency (%)
5.045	9	< 0.1%
5	7	< 0.1%
4.97	172	0.4%
4.968	991	2.4%
4.967	643	1.6%
4.966	620	1.5%
4.965	1070	2.6%
4.964	1175	2.9%
4.963	2487	6.0%
4.962	2611	6.3%

nr.employed
Real number (ℝ)

High correlation

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5167.0349

Minimum	4963.6
Maximum	5228.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	4963.6
5-th percentile	5017.5
Q1	5099.1
median	5191
Q3	5228.1
95-th percentile	5228.1
Maximum	5228.1
Range	264.5
Interquartile range (IQR)	129

Descriptive statistics

Standard deviation	72.251364
Coefficient of variation (CV)	0.013983138
Kurtosis	-0.0035396701
Mean	5167.0349
Median Absolute Deviation (MAD)	37.1
Skewness	-1.0443171
Sum	2.1275783 × 10⁸
Variance	5220.2596
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
5228.1	16228	39.4%
5099.1	8532	20.7%
5191	7762	18.9%
5195.8	3682	8.9%
5076.2	1662	4.0%
5017.5	1070	2.6%
4991.6	773	1.9%
5008.7	650	1.6%
4963.6	635	1.5%
5023.5	172	0.4%

Value	Count	Frequency (%)
4963.6	635	1.5%
4991.6	773	1.9%
5008.7	650	1.6%
5017.5	1070	2.6%
5023.5	172	0.4%
5076.2	1662	4.0%
5099.1	8532	20.7%
5176.3	10	< 0.1%
5191	7762	18.9%
5195.8	3682	8.9%

Value	Count	Frequency (%)
5228.1	16228	39.4%
5195.8	3682	8.9%
5191	7762	18.9%
5176.3	10	< 0.1%
5099.1	8532	20.7%
5076.2	1662	4.0%
5023.5	172	0.4%
5017.5	1070	2.6%
5008.7	650	1.6%
4991.6	773	1.9%

y
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

0	36537
1	4639

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41.176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring characters

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

age_group
Categorical

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

25-35	13684
35-45	13495
45-55	8702
55-65	3566
<25	1067

Length

Max length	5
Median length	5
Mean length	4.916019
Min length	3

Characters and Unicode

Total characters	202.422
Distinct characters	8
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	55-65
2nd row	55-65
3rd row	35-45
4th row	35-45
5th row	55-65

Common Values

Value	Count	Frequency (%)
25-35	13684	33.2%
35-45	13495	32.8%
45-55	8702	21.1%
55-65	3566	8.7%
<25	1067	2.6%
65+	662	1.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
25-35	13684	33.2%
35-45	13495	32.8%
45-55	8702	21.1%
55-65	3566	8.7%
25	1067	2.6%
65	662	1.6%

Most occurring characters

Value	Count	Frequency (%)
5	92891	45.9%
-	39447	19.5%
3	27179	13.4%
4	22197	11.0%
2	14751	7.3%
6	4228	2.1%
<	1067	0.5%
+	662	0.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	202422	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
5	92891	45.9%
-	39447	19.5%
3	27179	13.4%
4	22197	11.0%
2	14751	7.3%
6	4228	2.1%
<	1067	0.5%
+	662	0.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	202422	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
5	92891	45.9%
-	39447	19.5%
3	27179	13.4%
4	22197	11.0%
2	14751	7.3%
6	4228	2.1%
<	1067	0.5%
+	662	0.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	202422	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
5	92891	45.9%
-	39447	19.5%
3	27179	13.4%
4	22197	11.0%
2	14751	7.3%
6	4228	2.1%
<	1067	0.5%
+	662	0.3%

y_num
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

0	36537
1	4639

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41.176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring characters

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	36537	88.7%
1	4639	11.3%

y_numeric
Unsupported

Missing Rejected Unsupported

Missing	41176
Missing (%)	100.0%
Memory size	1.6 MiB

y_texto
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

False	36537
True	4639

Value	Count	Frequency (%)
False	36537	88.7%
True	4639	11.3%

score_oof
Real number (ℝ)

High correlation

Distinct	39813
Distinct (%)	96.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.29546364

Minimum	0.013035047
Maximum	0.96419216
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	0.013035047
5-th percentile	0.028129862
Q1	0.055551785
median	0.24914463
Q3	0.46989162
95-th percentile	0.67892639
Maximum	0.96419216
Range	0.95115711
Interquartile range (IQR)	0.41433984

Descriptive statistics

Standard deviation	0.22984326
Coefficient of variation (CV)	0.7779071
Kurtosis	-1.0232874
Mean	0.29546364
Median Absolute Deviation (MAD)	0.19647356
Skewness	0.52090456
Sum	12166.011
Variance	0.052827924
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2375217888	4	< 0.1%
0.03631001306	4	< 0.1%
0.03652274142	4	< 0.1%
0.6790816022	4	< 0.1%
0.1640505996	4	< 0.1%
0.03141512966	4	< 0.1%
0.2547007609	3	< 0.1%
0.07025543764	3	< 0.1%
0.06475311197	3	< 0.1%
0.03431866795	3	< 0.1%
Other values (39803)	41140	99.9%

Value	Count	Frequency (%)
0.01303504681	1	< 0.1%
0.01356478026	1	< 0.1%
0.0136091616	1	< 0.1%
0.01382342249	1	< 0.1%
0.0138981951	1	< 0.1%
0.01393365753	1	< 0.1%
0.0139795798	1	< 0.1%
0.01413998571	1	< 0.1%
0.01417521046	1	< 0.1%
0.01434998928	1	< 0.1%

Value	Count	Frequency (%)
0.9641921554	1	< 0.1%
0.953887173	1	< 0.1%
0.9493728083	1	< 0.1%
0.9485885178	1	< 0.1%
0.9477164577	1	< 0.1%
0.9471842999	1	< 0.1%
0.946206348	1	< 0.1%
0.9450128912	1	< 0.1%
0.9442207855	1	< 0.1%
0.9435692444	1	< 0.1%

segmento_oof
Categorical

High correlation

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

Medio	24705
Bajo	8236
Alto	8235

Length

Max length	5
Median length	5
Mean length	4.5999854
Min length	4

Characters and Unicode

Total characters	189.409
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Medio
2nd row	Medio
3rd row	Medio
4th row	Medio
5th row	Medio

Common Values

Value	Count	Frequency (%)
Medio	24705	60.0%
Bajo	8236	20.0%
Alto	8235	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
medio	24705	60.0%
bajo	8236	20.0%
alto	8235	20.0%

Most occurring characters

Value	Count	Frequency (%)
o	41176	21.7%
e	24705	13.0%
M	24705	13.0%
d	24705	13.0%
i	24705	13.0%
B	8236	4.3%
a	8236	4.3%
j	8236	4.3%
A	8235	4.3%
l	8235	4.3%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	189409	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
o	41176	21.7%
e	24705	13.0%
M	24705	13.0%
d	24705	13.0%
i	24705	13.0%
B	8236	4.3%
a	8236	4.3%
j	8236	4.3%
A	8235	4.3%
l	8235	4.3%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	189409	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
o	41176	21.7%
e	24705	13.0%
M	24705	13.0%
d	24705	13.0%
i	24705	13.0%
B	8236	4.3%
a	8236	4.3%
j	8236	4.3%
A	8235	4.3%
l	8235	4.3%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	189409	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
o	41176	21.7%
e	24705	13.0%
M	24705	13.0%
d	24705	13.0%
i	24705	13.0%
B	8236	4.3%
a	8236	4.3%
j	8236	4.3%
A	8235	4.3%
l	8235	4.3%

decile_score
Categorical

High correlation Uniform

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

D10	4118
D9	4118
D7	4118
D5	4118
D1	4118
Other values (5)	20586

Length

Max length	3
Median length	2
Mean length	2.1000097
Min length	2

Characters and Unicode

Total characters	86.470
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	D7
2nd row	D7
3rd row	D5
4th row	D5
5th row	D5

Common Values

Value	Count	Frequency (%)
D10	4118	10.0%
D9	4118	10.0%
D7	4118	10.0%
D5	4118	10.0%
D1	4118	10.0%
D3	4118	10.0%
D6	4117	10.0%
D8	4117	10.0%
D4	4117	10.0%
D2	4117	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
d10	4118	10.0%
d9	4118	10.0%
d7	4118	10.0%
d5	4118	10.0%
d1	4118	10.0%
d3	4118	10.0%
d6	4117	10.0%
d8	4117	10.0%
d4	4117	10.0%
d2	4117	10.0%

Most occurring characters

Value	Count	Frequency (%)
D	41176	47.6%
1	8236	9.5%
0	4118	4.8%
9	4118	4.8%
7	4118	4.8%
5	4118	4.8%
3	4118	4.8%
6	4117	4.8%
8	4117	4.8%
4	4117	4.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	86470	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
D	41176	47.6%
1	8236	9.5%
0	4118	4.8%
9	4118	4.8%
7	4118	4.8%
5	4118	4.8%
3	4118	4.8%
6	4117	4.8%
8	4117	4.8%
4	4117	4.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	86470	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
D	41176	47.6%
1	8236	9.5%
0	4118	4.8%
9	4118	4.8%
7	4118	4.8%
5	4118	4.8%
3	4118	4.8%
6	4117	4.8%
8	4117	4.8%
4	4117	4.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	86470	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
D	41176	47.6%
1	8236	9.5%
0	4118	4.8%
9	4118	4.8%
7	4118	4.8%
5	4118	4.8%
3	4118	4.8%
6	4117	4.8%
8	4117	4.8%
4	4117	4.8%

llamar_econ
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

1	40819
0	357

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41.176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	40819	99.1%
0	357	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	40819	99.1%
0	357	0.9%

Most occurring characters

Value	Count	Frequency (%)
1	40819	99.1%
0	357	0.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	40819	99.1%
0	357	0.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	40819	99.1%
0	357	0.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	40819	99.1%
0	357	0.9%

contestada
Categorical

High correlation Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.6 MiB

1	41172
0	4

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	41.176
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	41172	> 99.9%
0	4	< 0.1%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	41172	> 99.9%
0	4	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	41172	> 99.9%
0	4	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	41172	> 99.9%
0	4	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	41172	> 99.9%
0	4	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	41176	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	41172	> 99.9%
0	4	< 0.1%

coste
Real number (ℝ)

High correlation

Distinct	42
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	77.03638

Minimum	30
Maximum	1680
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 MiB

Quantile statistics

Minimum	30
5-th percentile	30
Q1	30
median	60
Q3	90
95-th percentile	210
Maximum	1680
Range	1650
Interquartile range (IQR)	60

Descriptive statistics

Standard deviation	83.10955
Coefficient of variation (CV)	1.0788351
Kurtosis	36.971857
Mean	77.03638
Median Absolute Deviation (MAD)	30
Skewness	4.7620441
Sum	3172050
Variance	6907.1973
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
30	17634	42.8%
60	10568	25.7%
90	5340	13.0%
120	2650	6.4%
150	1599	3.9%
180	979	2.4%
210	629	1.5%
240	400	1.0%
270	283	0.7%
300	225	0.5%
Other values (32)	869	2.1%

Value	Count	Frequency (%)
30	17634	42.8%
60	10568	25.7%
90	5340	13.0%
120	2650	6.4%
150	1599	3.9%
180	979	2.4%
210	629	1.5%
240	400	1.0%
270	283	0.7%
300	225	0.5%

Value	Count	Frequency (%)
1680	1	< 0.1%
1290	2	< 0.1%
1260	2	< 0.1%
1230	1	< 0.1%
1200	2	< 0.1%
1170	1	< 0.1%
1110	1	< 0.1%
1050	5	< 0.1%
1020	3	< 0.1%
990	4	< 0.1%

ingreso
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	3.7 MiB

0.0	36537
1500.0	4639

Length

Max length	6
Median length	3
Mean length	3.3379881
Min length	3

Characters and Unicode

Total characters	137.445
Distinct characters	4
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	36537	88.7%
1500.0	4639	11.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0.0	36537	88.7%
1500.0	4639	11.3%

Most occurring characters

Value	Count	Frequency (%)
0	86991	63.3%
.	41176	30.0%
1	4639	3.4%
5	4639	3.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	137445	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	86991	63.3%
.	41176	30.0%
1	4639	3.4%
5	4639	3.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	137445	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	86991	63.3%
.	41176	30.0%
1	4639	3.4%
5	4639	3.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	137445	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	86991	63.3%
.	41176	30.0%
1	4639	3.4%
5	4639	3.4%

roi
Real number (ℝ)

High correlation

Distinct	18
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.8946934

Minimum	-1
Maximum	49
Zeros	0
Zeros (%)	0.0%
Negative	36537
Negative (%)	88.7%
Memory size	1.6 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	-1
median	-1
Q3	-1
95-th percentile	49
Maximum	49
Range	50
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	12.170825
Coefficient of variation (CV)	4.20453
Kurtosis	8.7935662
Mean	2.8946934
Median Absolute Deviation (MAD)	0
Skewness	3.1784415
Sum	119191.9
Variance	148.12899
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=18)

Value	Count	Frequency (%)
-1	36537	88.7%
49	2299	5.6%
24	1211	2.9%
15.66666667	574	1.4%
11.5	249	0.6%
9	120	0.3%
7.333333333	75	0.2%
6.142857143	38	0.1%
5.25	17	< 0.1%
4.555555556	17	< 0.1%
Other values (8)	39	0.1%

Value	Count	Frequency (%)
-1	36537	88.7%
1.173913043	1	< 0.1%
1.941176471	4	< 0.1%
2.333333333	2	< 0.1%
2.571428571	1	< 0.1%
2.846153846	4	< 0.1%
3.166666667	3	< 0.1%
3.545454545	12	< 0.1%
4	12	< 0.1%
4.555555556	17	< 0.1%

Value	Count	Frequency (%)
49	2299	5.6%
24	1211	2.9%
15.66666667	574	1.4%
11.5	249	0.6%
9	120	0.3%
7.333333333	75	0.2%
6.142857143	38	0.1%
5.25	17	< 0.1%
4.555555556	17	< 0.1%
4	12	< 0.1%

month_num
Real number (ℝ)

High correlation

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.6077327

Minimum	3
Maximum	12
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.7 MiB

Quantile statistics

Minimum	3
5-th percentile	4
Q1	5
median	6
Q3	8
95-th percentile	11
Maximum	12
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.041013
Coefficient of variation (CV)	0.3088825
Kurtosis	-0.027627601
Mean	6.6077327
Median Absolute Deviation (MAD)	1
Skewness	0.85168326
Sum	272080
Variance	4.165734
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
5	13767	33.4%
7	7169	17.4%
8	6176	15.0%
6	5318	12.9%
11	4100	10.0%
4	2631	6.4%
10	717	1.7%
9	570	1.4%
3	546	1.3%
12	182	0.4%

Value	Count	Frequency (%)
3	546	1.3%
4	2631	6.4%
5	13767	33.4%
6	5318	12.9%
7	7169	17.4%
8	6176	15.0%
9	570	1.4%
10	717	1.7%
11	4100	10.0%
12	182	0.4%

Value	Count	Frequency (%)
12	182	0.4%
11	4100	10.0%
10	717	1.7%
9	570	1.4%
8	6176	15.0%
7	7169	17.4%
6	5318	12.9%
5	13767	33.4%
4	2631	6.4%
3	546	1.3%

Interactions

Correlations

	age	age_group	campaign	cons.conf.idx	cons.price.idx	contact	contestada	coste	day_of_week	decile_score	default	duration	education	emp.var.rate	euribor3m	housing	ingreso	job	llamar_econ	loan	marital	month	month_num	nr.employed	pdays	poutcome	previous	roi	score_oof	segmento_oof	y	y_num	y_texto
age	1.000	0.828	0.006	0.114	0.045	0.099	0.000	0.006	0.025	0.110	0.146	-0.002	0.117	0.045	0.054	0.000	0.172	0.249	0.086	0.010	0.262	0.094	0.063	0.045	-0.056	0.109	-0.013	-0.012	-0.079	0.097	0.172	0.172	0.172
age_group	0.828	1.000	0.000	0.152	0.149	0.106	0.000	0.000	0.023	0.146	0.147	0.000	0.135	0.139	0.162	0.005	0.171	0.335	0.095	0.004	0.254	0.120	0.120	0.159	0.000	0.109	0.070	0.078	0.146	0.098	0.171	0.171	0.171
campaign	0.006	0.000	1.000	-0.001	0.096	0.064	0.000	1.000	0.018	0.046	0.017	-0.081	0.002	0.156	0.141	0.022	0.052	0.000	0.000	0.021	0.000	0.047	-0.011	0.144	0.059	0.047	-0.087	-0.083	-0.088	0.054	0.052	0.052	0.052
cons.conf.idx	0.114	0.152	-0.001	1.000	0.246	0.417	0.000	-0.001	0.045	0.413	0.138	-0.009	0.064	0.225	0.237	0.040	0.386	0.109	0.132	0.011	0.072	0.600	0.348	0.133	-0.015	0.369	-0.116	0.042	-0.377	0.645	0.386	0.386	0.386
cons.price.idx	0.045	0.149	0.096	0.246	1.000	0.675	0.000	0.096	0.050	0.520	0.154	0.003	0.098	0.665	0.491	0.069	0.336	0.131	0.237	0.017	0.069	0.676	-0.055	0.465	0.155	0.386	-0.283	-0.124	-0.365	0.790	0.336	0.336	0.336
contact	0.099	0.106	0.064	0.417	0.675	1.000	0.000	0.064	0.055	0.729	0.136	0.032	0.123	0.462	0.469	0.085	0.145	0.128	0.071	0.024	0.072	0.609	0.609	0.502	0.010	0.242	0.242	0.147	0.724	0.514	0.145	0.145	0.145
contestada	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	1.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000	0.000
coste	0.006	0.000	1.000	-0.001	0.096	0.064	0.000	1.000	0.018	0.046	0.017	-0.081	0.002	0.156	0.141	0.022	0.052	0.000	0.000	0.021	0.000	0.047	-0.011	0.144	0.059	0.047	-0.087	-0.083	-0.088	0.054	0.052	0.052	0.052
day_of_week	0.025	0.023	0.018	0.045	0.050	0.055	0.000	0.018	1.000	0.180	0.011	0.008	0.020	0.035	0.137	0.015	0.023	0.016	0.033	0.006	0.011	0.067	0.067	0.046	0.072	0.015	0.000	0.018	0.145	0.067	0.023	0.023	0.023
decile_score	0.110	0.146	0.046	0.413	0.520	0.729	0.000	0.046	0.180	1.000	0.209	0.008	0.095	0.531	0.497	0.099	0.325	0.114	0.280	0.075	0.102	0.474	0.474	0.548	0.327	0.340	0.181	0.149	0.721	1.000	0.325	0.325	0.325
default	0.146	0.147	0.017	0.138	0.154	0.136	0.000	0.017	0.011	0.209	1.000	0.000	0.170	0.157	0.159	0.011	0.099	0.152	0.177	0.002	0.095	0.112	0.112	0.140	0.000	0.077	0.075	0.070	0.134	0.103	0.099	0.099	0.099
duration	-0.002	0.000	-0.081	-0.009	0.003	0.032	0.000	-0.081	0.008	0.008	0.000	1.000	0.000	-0.069	-0.078	0.000	0.377	0.006	0.000	0.000	0.000	0.020	-0.057	-0.095	0.102	0.017	0.042	0.346	0.056	0.000	0.377	0.377	0.377
education	0.117	0.135	0.002	0.064	0.098	0.123	0.000	0.002	0.020	0.095	0.170	0.000	1.000	0.066	0.060	0.013	0.067	0.359	0.053	0.000	0.116	0.095	0.095	0.067	0.049	0.042	0.019	0.030	0.086	0.075	0.067	0.067	0.067
emp.var.rate	0.045	0.139	0.156	0.225	0.665	0.462	0.000	0.156	0.035	0.531	0.157	-0.069	0.066	1.000	0.940	0.052	0.342	0.135	0.078	0.012	0.068	0.659	0.307	0.945	0.149	0.380	-0.435	-0.251	-0.820	0.603	0.342	0.342	0.342
euribor3m	0.054	0.162	0.141	0.237	0.491	0.469	0.000	0.141	0.137	0.497	0.159	-0.078	0.060	0.940	1.000	0.052	0.399	0.128	0.078	0.012	0.068	0.552	0.291	0.929	-0.091	0.418	-0.455	-0.270	-0.837	0.673	0.399	0.399	0.399
housing	0.000	0.005	0.022	0.040	0.069	0.085	0.000	0.022	0.015	0.099	0.011	0.000	0.013	0.052	0.052	1.000	0.010	0.011	0.023	0.708	0.009	0.054	0.054	0.040	0.024	0.017	0.016	0.005	0.090	0.044	0.010	0.010	0.010
ingreso	0.172	0.171	0.052	0.386	0.336	0.145	0.000	0.052	0.023	0.325	0.099	0.377	0.067	0.342	0.399	0.010	1.000	0.152	0.016	0.000	0.054	0.274	0.274	0.410	0.098	0.320	0.236	0.995	0.334	0.088	1.000	1.000	1.000
job	0.249	0.335	0.000	0.109	0.131	0.128	0.000	0.000	0.016	0.114	0.152	0.006	0.359	0.135	0.128	0.011	0.152	1.000	0.079	0.010	0.184	0.110	0.110	0.134	0.042	0.100	0.053	0.069	0.114	0.114	0.152	0.152	0.152
llamar_econ	0.086	0.095	0.000	0.132	0.237	0.071	0.000	0.000	0.033	0.280	0.177	0.000	0.053	0.078	0.078	0.023	0.016	0.079	1.000	0.018	0.064	0.220	0.220	0.115	1.000	0.037	0.035	0.015	0.146	0.187	0.016	0.016	0.016
loan	0.010	0.004	0.021	0.011	0.017	0.024	0.000	0.021	0.006	0.075	0.002	0.000	0.000	0.012	0.012	0.708	0.000	0.010	0.018	1.000	0.000	0.020	0.020	0.010	0.000	0.000	0.000	0.004	0.063	0.019	0.000	0.000	0.000
marital	0.262	0.254	0.000	0.072	0.069	0.072	0.000	0.000	0.011	0.102	0.095	0.000	0.116	0.068	0.068	0.009	0.054	0.184	0.064	0.000	1.000	0.050	0.050	0.072	0.000	0.037	0.030	0.032	0.076	0.053	0.054	0.054	0.054
month	0.094	0.120	0.047	0.600	0.676	0.609	0.000	0.047	0.067	0.474	0.112	0.020	0.095	0.659	0.552	0.054	0.274	0.110	0.220	0.020	0.050	1.000	1.000	0.602	0.177	0.242	0.127	0.130	0.459	0.623	0.274	0.274	0.274
month_num	0.063	0.120	-0.011	0.348	-0.055	0.609	0.000	-0.011	0.067	0.474	0.112	-0.057	0.095	0.307	0.291	0.054	0.274	0.110	0.220	0.020	0.050	1.000	1.000	0.412	-0.030	0.242	-0.016	0.027	-0.558	0.623	0.274	0.274	0.274
nr.employed	0.045	0.159	0.144	0.133	0.465	0.502	0.000	0.144	0.046	0.548	0.140	-0.095	0.067	0.945	0.929	0.040	0.410	0.134	0.115	0.010	0.072	0.602	0.412	1.000	-0.165	0.412	-0.439	-0.287	-0.825	0.725	0.410	0.410	0.410
pdays	-0.056	0.000	0.059	-0.015	0.155	0.010	1.000	0.059	0.072	0.327	0.000	0.102	0.049	0.149	-0.091	0.024	0.098	0.042	1.000	0.000	0.000	0.177	-0.030	-0.165	1.000	0.371	-0.001	-0.043	0.579	0.652	0.098	0.098	0.098
poutcome	0.109	0.109	0.047	0.369	0.386	0.242	0.000	0.047	0.015	0.340	0.077	0.017	0.042	0.380	0.418	0.017	0.320	0.100	0.037	0.000	0.037	0.242	0.242	0.412	0.371	1.000	0.734	0.234	0.379	0.228	0.320	0.320	0.320
previous	-0.013	0.070	-0.087	-0.116	-0.283	0.242	0.000	-0.087	0.000	0.181	0.075	0.042	0.019	-0.435	-0.455	0.016	0.236	0.053	0.035	0.000	0.030	0.127	-0.016	-0.439	-0.001	0.734	1.000	0.203	0.367	0.228	0.236	0.236	0.236
roi	-0.012	0.078	-0.083	0.042	-0.124	0.147	0.000	-0.083	0.018	0.149	0.070	0.346	0.030	-0.251	-0.270	0.005	0.995	0.069	0.015	0.004	0.032	0.130	0.027	-0.287	-0.043	0.234	0.203	1.000	0.183	0.067	0.995	0.995	0.995
score_oof	-0.079	0.146	-0.088	-0.377	-0.365	0.724	0.000	-0.088	0.145	0.721	0.134	0.056	0.086	-0.820	-0.837	0.090	0.334	0.114	0.146	0.063	0.076	0.459	-0.558	-0.825	0.579	0.379	0.367	0.183	1.000	0.888	0.334	0.334	0.334
segmento_oof	0.097	0.098	0.054	0.645	0.790	0.514	0.000	0.054	0.067	1.000	0.103	0.000	0.075	0.603	0.673	0.044	0.088	0.114	0.187	0.019	0.053	0.623	0.623	0.725	0.652	0.228	0.228	0.067	0.888	1.000	0.088	0.088	0.088
y	0.172	0.171	0.052	0.386	0.336	0.145	0.000	0.052	0.023	0.325	0.099	0.377	0.067	0.342	0.399	0.010	1.000	0.152	0.016	0.000	0.054	0.274	0.274	0.410	0.098	0.320	0.236	0.995	0.334	0.088	1.000	1.000	1.000
y_num	0.172	0.171	0.052	0.386	0.336	0.145	0.000	0.052	0.023	0.325	0.099	0.377	0.067	0.342	0.399	0.010	1.000	0.152	0.016	0.000	0.054	0.274	0.274	0.410	0.098	0.320	0.236	0.995	0.334	0.088	1.000	1.000	1.000
y_texto	0.172	0.171	0.052	0.386	0.336	0.145	0.000	0.052	0.023	0.325	0.099	0.377	0.067	0.342	0.399	0.010	1.000	0.152	0.016	0.000	0.054	0.274	0.274	0.410	0.098	0.320	0.236	0.995	0.334	0.088	1.000	1.000	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	age	job	marital	education	default	housing	loan	contact	month	day_of_week	duration	campaign	pdays	poutcome	emp.var.rate	cons.price.idx	cons.conf.idx	euribor3m	nr.employed	age_group	y_numeric	y_texto	score_oof	segmento_oof	decile_score	llamar_econ	contestada	coste	roi	month_num
0	56	housemaid	married	basic.4y	no	no	no	telephone	may	mon	261	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	55-65	NaN	no	0.312252	Medio	D7	1	1	30.0	-1.0	5
1	57	services	married	high.school	unknown	no	no	telephone	may	mon	149	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	55-65	NaN	no	0.297544	Medio	D7	1	1	30.0	-1.0	5
2	37	services	married	high.school	no	yes	no	telephone	may	mon	226	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	35-45	NaN	no	0.243202	Medio	D5	1	1	30.0	-1.0	5
3	40	admin.	married	basic.6y	no	no	no	telephone	may	mon	151	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	35-45	NaN	no	0.227266	Medio	D5	1	1	30.0	-1.0	5
4	56	services	married	high.school	no	no	yes	telephone	may	mon	307	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	55-65	NaN	no	0.243402	Medio	D5	1	1	30.0	-1.0	5
5	45	services	married	basic.9y	unknown	no	no	telephone	may	mon	198	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	45-55	NaN	no	0.322168	Medio	D7	1	1	30.0	-1.0	5
6	59	admin.	married	professional.course	no	no	no	telephone	may	mon	139	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	55-65	NaN	no	0.311275	Medio	D7	1	1	30.0	-1.0	5
7	41	blue-collar	married	unknown	unknown	no	no	telephone	may	mon	217	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	35-45	NaN	no	0.275664	Medio	D6	1	1	30.0	-1.0	5
8	24	technician	single	professional.course	no	yes	no	telephone	may	mon	380	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	<25	NaN	no	0.305777	Medio	D7	1	1	30.0	-1.0	5
9	25	services	single	high.school	no	yes	no	telephone	may	mon	50	1	NaN	nonexistent	1.1	93.994	-36.4	4.857	5191.0	25-35	NaN	no	0.245168	Medio	D5	1	1	30.0	-1.0	5

	age	job	marital	education	default	housing	loan	contact	month	day_of_week	duration	campaign	pdays	previous	poutcome	emp.var.rate	cons.price.idx	cons.conf.idx	euribor3m	nr.employed	y	age_group	y_num	y_numeric	y_texto	score_oof	segmento_oof	decile_score	llamar_econ	contestada	coste	ingreso	roi	month_num
41178	62	retired	married	university.degree	no	no	no	cellular	nov	thu	483	2	6.0	3	success	-1.1	94.767	-50.8	1.031	4963.6	1	55-65	1	NaN	yes	0.449263	Medio	D8	1	1	60.0	1500.0	24.0	11
41179	64	retired	divorced	professional.course	no	yes	no	cellular	nov	fri	151	3	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	0	55-65	0	NaN	no	0.382377	Medio	D7	1	1	90.0	0.0	-1.0	11
41180	36	admin.	married	university.degree	no	no	no	cellular	nov	fri	254	2	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	0	35-45	0	NaN	no	0.375936	Medio	D7	1	1	60.0	0.0	-1.0	11
41181	37	admin.	married	university.degree	no	yes	no	cellular	nov	fri	281	1	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	1	35-45	1	NaN	yes	0.371484	Medio	D7	1	1	30.0	1500.0	49.0	11
41182	29	unemployed	single	basic.4y	no	yes	no	cellular	nov	fri	112	1	9.0	1	success	-1.1	94.767	-50.8	1.028	4963.6	0	25-35	0	NaN	no	0.477718	Medio	D8	1	1	30.0	0.0	-1.0	11
41183	73	retired	married	professional.course	no	yes	no	cellular	nov	fri	334	1	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	1	65+	1	NaN	yes	0.371089	Medio	D7	1	1	30.0	1500.0	49.0	11
41184	46	blue-collar	married	professional.course	no	no	no	cellular	nov	fri	383	1	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	0	45-55	0	NaN	no	0.370680	Medio	D7	1	1	30.0	0.0	-1.0	11
41185	56	retired	married	university.degree	no	yes	no	cellular	nov	fri	189	2	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	0	55-65	0	NaN	no	0.370407	Medio	D7	1	1	60.0	0.0	-1.0	11
41186	44	technician	married	professional.course	no	no	no	cellular	nov	fri	442	1	NaN	0	nonexistent	-1.1	94.767	-50.8	1.028	4963.6	1	35-45	1	NaN	yes	0.375753	Medio	D7	1	1	30.0	1500.0	49.0	11
41187	74	retired	married	professional.course	no	yes	no	cellular	nov	fri	239	3	NaN	1	failure	-1.1	94.767	-50.8	1.028	4963.6	0	65+	0	NaN	no	0.375047	Medio	D7	1	1	90.0	0.0	-1.0	11

Overview

Variables

Common Values

Length

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values